Dataset statistics
| Number of variables | 20 |
|---|---|
| Number of observations | 26869 |
| Missing cells | 39697 |
| Missing cells (%) | 7.4% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 4.0 MiB |
| Average record size in memory | 157.0 B |
Variable types
| Categorical | 6 |
|---|---|
| Numeric | 13 |
| Boolean | 1 |
convert_flag is highly correlated with derm_ratio | High correlation |
tbm_present_flag is highly correlated with idsr_present_flag and 4 other fields | High correlation |
sam_present_flag is highly correlated with narc_segment and 1 other fields | High correlation |
idsr_present_flag is highly correlated with tbm_present_flag and 1 other fields | High correlation |
narc_segment is highly correlated with sam_present_flag | High correlation |
is_urban is highly correlated with tbm_present_flag | High correlation |
Cytopoint_calls is highly correlated with Apoquel_calls | High correlation |
Apoquel_calls is highly correlated with Cytopoint_calls | High correlation |
derm_ratio is highly correlated with convert_flag and 2 other fields | High correlation |
last12monthsproductuse is highly correlated with tbm_present_flag and 2 other fields | High correlation |
total_idsr_calls_past_6months is highly correlated with idsr_present_flag | High correlation |
total_sam_calls_past_6months is highly correlated with sam_present_flag | High correlation |
zts_market_share is highly correlated with tbm_present_flag and 1 other fields | High correlation |
convert_flag is highly correlated with derm_ratio | High correlation |
tbm_present_flag is highly correlated with idsr_present_flag and 6 other fields | High correlation |
sam_present_flag is highly correlated with total_sam_calls_past_6months | High correlation |
idsr_present_flag is highly correlated with tbm_present_flag and 2 other fields | High correlation |
narc_segment is highly correlated with last12monthstotalsales | High correlation |
is_urban is highly correlated with tbm_present_flag | High correlation |
calls_ratio is highly correlated with Cytopoint_calls | High correlation |
Cytopoint_calls is highly correlated with calls_ratio and 1 other fields | High correlation |
Apoquel_calls is highly correlated with Cytopoint_calls | High correlation |
derm_ratio is highly correlated with convert_flag and 2 other fields | High correlation |
last12monthstotalsales is highly correlated with tbm_present_flag and 4 other fields | High correlation |
last12monthsproductuse is highly correlated with tbm_present_flag and 2 other fields | High correlation |
total_idsr_calls_past_6months is highly correlated with idsr_present_flag and 1 other fields | High correlation |
total_tbm_calls_past_6months is highly correlated with tbm_present_flag | High correlation |
total_sam_calls_past_6months is highly correlated with sam_present_flag | High correlation |
zts_market_share is highly correlated with tbm_present_flag | High correlation |
convert_flag is highly correlated with derm_ratio | High correlation |
tbm_present_flag is highly correlated with idsr_present_flag and 5 other fields | High correlation |
sam_present_flag is highly correlated with total_sam_calls_past_6months | High correlation |
idsr_present_flag is highly correlated with tbm_present_flag and 2 other fields | High correlation |
is_urban is highly correlated with tbm_present_flag | High correlation |
calls_ratio is highly correlated with Cytopoint_calls | High correlation |
Cytopoint_calls is highly correlated with calls_ratio | High correlation |
derm_ratio is highly correlated with convert_flag and 1 other fields | High correlation |
last12monthstotalsales is highly correlated with tbm_present_flag and 2 other fields | High correlation |
last12monthsproductuse is highly correlated with tbm_present_flag and 1 other fields | High correlation |
total_idsr_calls_past_6months is highly correlated with idsr_present_flag | High correlation |
total_sam_calls_past_6months is highly correlated with sam_present_flag | High correlation |
zts_market_share is highly correlated with tbm_present_flag | High correlation |
convert_flag is highly correlated with tbm_present_flag and 3 other fields | High correlation |
total_idsr_calls_past_6months is highly correlated with idsr_present_flag | High correlation |
tbm_present_flag is highly correlated with convert_flag and 5 other fields | High correlation |
sam_present_flag is highly correlated with narc_segment | High correlation |
zts_market_share is highly correlated with tbm_present_flag and 3 other fields | High correlation |
idsr_present_flag is highly correlated with total_idsr_calls_past_6months and 2 other fields | High correlation |
is_urban is highly correlated with convert_flag and 2 other fields | High correlation |
narc_segment is highly correlated with sam_present_flag and 1 other fields | High correlation |
Cytopoint_calls is highly correlated with Apoquel_calls | High correlation |
last12monthsproductuse is highly correlated with convert_flag and 5 other fields | High correlation |
corp_flag is highly correlated with tbm_present_flag and 1 other fields | High correlation |
Apoquel_calls is highly correlated with Cytopoint_calls | High correlation |
petcareregion is highly correlated with zts_market_share | High correlation |
derm_ratio is highly correlated with convert_flag | High correlation |
tbm_present_flag is highly correlated with idsr_present_flag and 2 other fields | High correlation |
idsr_present_flag is highly correlated with tbm_present_flag | High correlation |
petcareregion is highly correlated with tbm_present_flag | High correlation |
is_urban is highly correlated with tbm_present_flag | High correlation |
petcareregion has 4885 (18.2%) missing values | Missing |
narc_segment has 5961 (22.2%) missing values | Missing |
calls_ratio has 9617 (35.8%) missing values | Missing |
Cytopoint_calls has 9617 (35.8%) missing values | Missing |
Apoquel_calls has 9617 (35.8%) missing values | Missing |
calls_ratio has 4369 (16.3%) zeros | Zeros |
Cytopoint_calls has 4369 (16.3%) zeros | Zeros |
Apoquel_calls has 691 (2.6%) zeros | Zeros |
derm_ratio has 5893 (21.9%) zeros | Zeros |
total_idsr_calls_past_6months has 14511 (54.0%) zeros | Zeros |
total_tbm_calls_past_6months has 9090 (33.8%) zeros | Zeros |
total_sam_calls_past_6months has 24878 (92.6%) zeros | Zeros |
zts_market_share has 6876 (25.6%) zeros | Zeros |
Reproduction
| Analysis started | 2021-10-14 13:05:39.302090 |
|---|---|
| Analysis finished | 2021-10-14 13:06:26.763463 |
| Duration | 47.46 seconds |
| Software version | pandas-profiling v3.0.0 |
| Download configuration | config.json |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 419.8 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 26869 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 13453 | |
| 1 | 13416 |
Length
Histogram of lengths of the category
Pie chart
| Value | Count | Frequency (%) |
| 0 | 13453 | |
| 1 | 13416 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 13453 | |
| 1 | 13416 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 26869 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 13453 | |
| 1 | 13416 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 26869 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 13453 | |
| 1 | 13416 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 26869 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 13453 | |
| 1 | 13416 |
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 4885 |
| Missing (%) | 18.2% |
| Memory size | 419.8 KiB |
| MIDWEST (Region) | |
|---|---|
| SOUTHEAST (Region) | |
| CENTRAL (Region) | |
| NORTHEAST (Region) | |
| WEST (Region) |
Length
| Max length | 18 |
|---|---|
| Median length | 16 |
| Mean length | 16.22188865 |
| Min length | 13 |
Characters and Unicode
| Total characters | 356622 |
|---|---|
| Distinct characters | 23 |
| Distinct categories | 5 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | NORTHEAST (Region) |
|---|---|
| 2nd row | WEST (Region) |
| 3rd row | CENTRAL (Region) |
| 4th row | NORTHEAST (Region) |
| 5th row | SOUTHEAST (Region) |
Common Values
| Value | Count | Frequency (%) |
| MIDWEST (Region) | 4686 | |
| SOUTHEAST (Region) | 4523 | |
| CENTRAL (Region) | 4294 | |
| NORTHEAST (Region) | 4255 | |
| WEST (Region) | 4226 | |
| (Missing) | 4885 |
Length
Histogram of lengths of the category
Pie chart
| Value | Count | Frequency (%) |
| region | 21984 | |
| midwest | 4686 | 10.7% |
| southeast | 4523 | 10.3% |
| central | 4294 | 9.8% |
| northeast | 4255 | 9.7% |
| west | 4226 | 9.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| T | 30762 | 8.6% |
| R | 30533 | 8.6% |
| S | 22213 | 6.2% |
| E | 21984 | 6.2% |
| 21984 | 6.2% | |
| ( | 21984 | 6.2% |
| e | 21984 | 6.2% |
| g | 21984 | 6.2% |
| i | 21984 | 6.2% |
| o | 21984 | 6.2% |
| Other values (13) | 119226 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 180750 | |
| Lowercase Letter | 109920 | |
| Space Separator | 21984 | 6.2% |
| Open Punctuation | 21984 | 6.2% |
| Close Punctuation | 21984 | 6.2% |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| T | 30762 | |
| R | 30533 | |
| S | 22213 | |
| E | 21984 | |
| A | 13072 | |
| W | 8912 | 4.9% |
| O | 8778 | 4.9% |
| H | 8778 | 4.9% |
| N | 8549 | 4.7% |
| M | 4686 | 2.6% |
| Other values (5) | 22483 |
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 21984 | |
| g | 21984 | |
| i | 21984 | |
| o | 21984 | |
| n | 21984 |
Space Separator
| Value | Count | Frequency (%) |
| 21984 |
Open Punctuation
| Value | Count | Frequency (%) |
| ( | 21984 |
Close Punctuation
| Value | Count | Frequency (%) |
| ) | 21984 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 290670 | |
| Common | 65952 | 18.5% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| T | 30762 | |
| R | 30533 | |
| S | 22213 | 7.6% |
| E | 21984 | 7.6% |
| e | 21984 | 7.6% |
| g | 21984 | 7.6% |
| i | 21984 | 7.6% |
| o | 21984 | 7.6% |
| n | 21984 | 7.6% |
| A | 13072 | 4.5% |
| Other values (10) | 62186 |
Common
| Value | Count | Frequency (%) |
| 21984 | ||
| ( | 21984 | |
| ) | 21984 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 356622 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| T | 30762 | 8.6% |
| R | 30533 | 8.6% |
| S | 22213 | 6.2% |
| E | 21984 | 6.2% |
| 21984 | 6.2% | |
| ( | 21984 | 6.2% |
| e | 21984 | 6.2% |
| g | 21984 | 6.2% |
| i | 21984 | 6.2% |
| o | 21984 | 6.2% |
| Other values (13) | 119226 |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 419.8 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 26869 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 1 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 16210 | |
| 1 | 10659 |
Length
Histogram of lengths of the category
Pie chart
| Value | Count | Frequency (%) |
| 0 | 16210 | |
| 1 | 10659 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 16210 | |
| 1 | 10659 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 26869 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 16210 | |
| 1 | 10659 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 26869 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 16210 | |
| 1 | 10659 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 26869 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 16210 | |
| 1 | 10659 |
tbm_present_flag
Categorical
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 419.8 KiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 26869 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 21984 | |
| 0 | 4885 | 18.2% |
Length
Histogram of lengths of the category
Pie chart
| Value | Count | Frequency (%) |
| 1 | 21984 | |
| 0 | 4885 | 18.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 21984 | |
| 0 | 4885 | 18.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 26869 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 21984 | |
| 0 | 4885 | 18.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 26869 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 21984 | |
| 0 | 4885 | 18.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 26869 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 21984 | |
| 0 | 4885 | 18.2% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 419.8 KiB |
| 0 | |
|---|---|
| 1 | 1941 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 26869 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 24928 | |
| 1 | 1941 | 7.2% |
Length
Histogram of lengths of the category
Pie chart
| Value | Count | Frequency (%) |
| 0 | 24928 | |
| 1 | 1941 | 7.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 24928 | |
| 1 | 1941 | 7.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 26869 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 24928 | |
| 1 | 1941 | 7.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 26869 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 24928 | |
| 1 | 1941 | 7.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 26869 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 24928 | |
| 1 | 1941 | 7.2% |
idsr_present_flag
Categorical
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 419.8 KiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 26869 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 14316 | |
| 0 | 12553 |
Length
Histogram of lengths of the category
Pie chart
| Value | Count | Frequency (%) |
| 1 | 14316 | |
| 0 | 12553 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 14316 | |
| 0 | 12553 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 26869 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 14316 | |
| 0 | 12553 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 26869 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 14316 | |
| 0 | 12553 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 26869 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 14316 | |
| 0 | 12553 |
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 5961 |
| Missing (%) | 22.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.13090683 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 127 |
| Zeros (%) | 0.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 419.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 2 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.014665221 |
|---|---|
| Coefficient of variation (CV) | 0.3240802989 |
| Kurtosis | -0.4059675456 |
| Mean | 3.13090683 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.05481643022 |
| Sum | 65461 |
| Variance | 1.029545511 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 3 | 7052 | |
| 4 | 5986 | |
| 2 | 5406 | |
| 5 | 1803 | 6.7% |
| 1 | 534 | 2.0% |
| 0 | 127 | 0.5% |
| (Missing) | 5961 |
| Value | Count | Frequency (%) |
| 0 | 127 | 0.5% |
| 1 | 534 | 2.0% |
| 2 | 5406 | |
| 3 | 7052 | |
| 4 | 5986 | |
| 5 | 1803 | 6.7% |
| Value | Count | Frequency (%) |
| 5 | 1803 | 6.7% |
| 4 | 5986 | |
| 3 | 7052 | |
| 2 | 5406 | |
| 1 | 534 | 2.0% |
| 0 | 127 | 0.5% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 236.2 KiB |
| True | |
|---|---|
| False |
| Value | Count | Frequency (%) |
| True | 18115 | |
| False | 8754 |
| Distinct | 177 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 9617 |
| Missing (%) | 35.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.337991525 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 4369 |
| Zeros (%) | 16.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 419.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0.3636363636 |
| Q3 | 0.5 |
| 95-th percentile | 0.7142857143 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.5 |
Descriptive statistics
| Standard deviation | 0.2508936651 |
|---|---|
| Coefficient of variation (CV) | 0.7423075627 |
| Kurtosis | 0.0502829758 |
| Mean | 0.337991525 |
| Median Absolute Deviation (MAD) | 0.1363636364 |
| Skewness | 0.3268417676 |
| Sum | 5831.029789 |
| Variance | 0.06294763119 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 4369 | |
| 0.5 | 3977 | |
| 0.3333333333 | 1914 | 7.1% |
| 0.4 | 950 | 3.5% |
| 0.25 | 935 | 3.5% |
| 1 | 691 | 2.6% |
| 0.4285714286 | 477 | 1.8% |
| 0.6666666667 | 445 | 1.7% |
| 0.2 | 413 | 1.5% |
| 0.6 | 283 | 1.1% |
| Other values (167) | 2798 | 10.4% |
| (Missing) | 9617 |
| Value | Count | Frequency (%) |
| 0 | 4369 | |
| 0.04 | 1 | < 0.1% |
| 0.05555555556 | 1 | < 0.1% |
| 0.0625 | 2 | < 0.1% |
| 0.06666666667 | 2 | < 0.1% |
| 0.07142857143 | 2 | < 0.1% |
| 0.07692307692 | 1 | < 0.1% |
| 0.08333333333 | 4 | < 0.1% |
| 0.09090909091 | 5 | < 0.1% |
| 0.1 | 8 | < 0.1% |
| Value | Count | Frequency (%) |
| 1 | 691 | |
| 0.9583333333 | 1 | < 0.1% |
| 0.9166666667 | 1 | < 0.1% |
| 0.9 | 1 | < 0.1% |
| 0.8888888889 | 1 | < 0.1% |
| 0.875 | 2 | < 0.1% |
| 0.8571428571 | 3 | < 0.1% |
| 0.8421052632 | 1 | < 0.1% |
| 0.8333333333 | 14 | 0.1% |
| 0.8 | 29 | 0.1% |
Cytopoint_calls
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSINGZEROS| Distinct | 41 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 9617 |
| Missing (%) | 35.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.02254811 |
| Minimum | 0 |
|---|---|
| Maximum | 42 |
| Zeros | 4369 |
| Zeros (%) | 16.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 419.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 3 |
| 95-th percentile | 6 |
| Maximum | 42 |
| Range | 42 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.764166024 |
|---|---|
| Coefficient of variation (CV) | 1.366675042 |
| Kurtosis | 42.30719357 |
| Mean | 2.02254811 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 4.927358211 |
| Sum | 34893 |
| Variance | 7.640613807 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=41)
| Value | Count | Frequency (%) |
| 1 | 5143 | |
| 0 | 4369 | |
| 2 | 3099 | 11.5% |
| 3 | 1788 | 6.7% |
| 4 | 1040 | 3.9% |
| 5 | 668 | 2.5% |
| 6 | 387 | 1.4% |
| 7 | 220 | 0.8% |
| 8 | 132 | 0.5% |
| 9 | 103 | 0.4% |
| Other values (31) | 303 | 1.1% |
| (Missing) | 9617 |
| Value | Count | Frequency (%) |
| 0 | 4369 | |
| 1 | 5143 | |
| 2 | 3099 | |
| 3 | 1788 | 6.7% |
| 4 | 1040 | 3.9% |
| 5 | 668 | 2.5% |
| 6 | 387 | 1.4% |
| 7 | 220 | 0.8% |
| 8 | 132 | 0.5% |
| 9 | 103 | 0.4% |
| Value | Count | Frequency (%) |
| 42 | 1 | < 0.1% |
| 41 | 1 | < 0.1% |
| 40 | 2 | |
| 38 | 2 | |
| 37 | 1 | < 0.1% |
| 36 | 3 | |
| 35 | 1 | < 0.1% |
| 34 | 2 | |
| 33 | 3 | |
| 31 | 1 | < 0.1% |
| Distinct | 47 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 9617 |
| Missing (%) | 35.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.192267563 |
| Minimum | 0 |
|---|---|
| Maximum | 52 |
| Zeros | 691 |
| Zeros (%) | 2.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 419.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 2 |
| Q3 | 4 |
| 95-th percentile | 8 |
| Maximum | 52 |
| Range | 52 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 3.217946895 |
|---|---|
| Coefficient of variation (CV) | 1.008044229 |
| Kurtosis | 36.74492633 |
| Mean | 3.192267563 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 4.441369616 |
| Sum | 55073 |
| Variance | 10.35518222 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=47)
| Value | Count | Frequency (%) |
| 1 | 4673 | |
| 2 | 3636 | 13.5% |
| 3 | 2818 | 10.5% |
| 4 | 1883 | 7.0% |
| 5 | 1193 | 4.4% |
| 6 | 780 | 2.9% |
| 0 | 691 | 2.6% |
| 7 | 456 | 1.7% |
| 8 | 307 | 1.1% |
| 9 | 213 | 0.8% |
| Other values (37) | 602 | 2.2% |
| (Missing) | 9617 |
| Value | Count | Frequency (%) |
| 0 | 691 | 2.6% |
| 1 | 4673 | |
| 2 | 3636 | |
| 3 | 2818 | |
| 4 | 1883 | |
| 5 | 1193 | 4.4% |
| 6 | 780 | 2.9% |
| 7 | 456 | 1.7% |
| 8 | 307 | 1.1% |
| 9 | 213 | 0.8% |
| Value | Count | Frequency (%) |
| 52 | 1 | < 0.1% |
| 51 | 1 | < 0.1% |
| 50 | 1 | < 0.1% |
| 47 | 1 | < 0.1% |
| 45 | 1 | < 0.1% |
| 42 | 3 | |
| 40 | 1 | < 0.1% |
| 39 | 1 | < 0.1% |
| 38 | 3 | |
| 37 | 2 |
| Distinct | 20818 |
|---|---|
| Distinct (%) | 77.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.3295317979 |
| Minimum | 0 |
|---|---|
| Maximum | 4.515088424 |
| Zeros | 5893 |
| Zeros (%) | 21.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 419.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.07418818899 |
| median | 0.3106364708 |
| Q3 | 0.5311209116 |
| 95-th percentile | 0.7919726285 |
| Maximum | 4.515088424 |
| Range | 4.515088424 |
| Interquartile range (IQR) | 0.4569327226 |
Descriptive statistics
| Standard deviation | 0.2680445303 |
|---|---|
| Coefficient of variation (CV) | 0.8134102141 |
| Kurtosis | 1.797381859 |
| Mean | 0.3295317979 |
| Median Absolute Deviation (MAD) | 0.2269697129 |
| Skewness | 0.5570822222 |
| Sum | 8854.189877 |
| Variance | 0.0718478702 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 5893 | 21.9% |
| 1 | 158 | 0.6% |
| 0.1752905424 | 2 | < 0.1% |
| 0.5430987153 | 2 | < 0.1% |
| 0.3611211198 | 1 | < 0.1% |
| 0.5420861238 | 1 | < 0.1% |
| 0.4880982078 | 1 | < 0.1% |
| 0.09046589056 | 1 | < 0.1% |
| 0.1868465876 | 1 | < 0.1% |
| 0.8126884776 | 1 | < 0.1% |
| Other values (20808) | 20808 |
| Value | Count | Frequency (%) |
| 0 | 5893 | |
| 0.001457857714 | 1 | < 0.1% |
| 0.002046015953 | 1 | < 0.1% |
| 0.003016107097 | 1 | < 0.1% |
| 0.003176109563 | 1 | < 0.1% |
| 0.004132409916 | 1 | < 0.1% |
| 0.004430813834 | 1 | < 0.1% |
| 0.00503933263 | 1 | < 0.1% |
| 0.005423167853 | 1 | < 0.1% |
| 0.005870230913 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 4.515088424 | 1 | < 0.1% |
| 2.865663987 | 1 | < 0.1% |
| 2.678697465 | 1 | < 0.1% |
| 1.093957165 | 1 | < 0.1% |
| 1 | 158 | |
| 0.9976202486 | 1 | < 0.1% |
| 0.9970895679 | 1 | < 0.1% |
| 0.9964408509 | 1 | < 0.1% |
| 0.9938454042 | 1 | < 0.1% |
| 0.9933568082 | 1 | < 0.1% |
| Distinct | 25925 |
|---|---|
| Distinct (%) | 96.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 99283.05405 |
| Minimum | 0 |
|---|---|
| Maximum | 8218662.612 |
| Zeros | 16 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 419.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1050.328024 |
| Q1 | 32625.40999 |
| median | 72202.42994 |
| Q3 | 130107.9698 |
| 95-th percentile | 290856.4996 |
| Maximum | 8218662.612 |
| Range | 8218662.612 |
| Interquartile range (IQR) | 97482.55983 |
Descriptive statistics
| Standard deviation | 128124.7894 |
|---|---|
| Coefficient of variation (CV) | 1.290500082 |
| Kurtosis | 729.0068234 |
| Mean | 99283.05405 |
| Median Absolute Deviation (MAD) | 46187.42987 |
| Skewness | 15.81177685 |
| Sum | 2667636379 |
| Variance | 1.641596165 × 1010 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 148.9700012 | 201 | 0.7% |
| 157.8800049 | 60 | 0.2% |
| 473.6400146 | 58 | 0.2% |
| 315.7600098 | 52 | 0.2% |
| 631.5200195 | 45 | 0.2% |
| 297.9400024 | 41 | 0.2% |
| 306.8500061 | 33 | 0.1% |
| 780.4900208 | 27 | 0.1% |
| 464.730011 | 27 | 0.1% |
| 622.6100159 | 26 | 0.1% |
| Other values (25915) | 26299 |
| Value | Count | Frequency (%) |
| 0 | 16 | 0.1% |
| 12.43999958 | 1 | < 0.1% |
| 44.77999878 | 1 | < 0.1% |
| 81.94999695 | 1 | < 0.1% |
| 110.8199997 | 1 | < 0.1% |
| 122.8999977 | 1 | < 0.1% |
| 148.9700012 | 201 | |
| 152.2799988 | 1 | < 0.1% |
| 157.8800049 | 60 | 0.2% |
| 160.3300009 | 4 | < 0.1% |
| Value | Count | Frequency (%) |
| 8218662.612 | 1 | |
| 4319508.82 | 1 | |
| 3553855.81 | 1 | |
| 3191271.297 | 1 | |
| 3168940.309 | 1 | |
| 3074610.114 | 1 | |
| 2988222.624 | 1 | |
| 2606218.895 | 1 | |
| 2487017.739 | 1 | |
| 1974797.372 | 1 |
last12monthsproductuse
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 68 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 21.82816629 |
| Minimum | 0 |
|---|---|
| Maximum | 87 |
| Zeros | 11 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 419.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 15 |
| median | 23 |
| Q3 | 30 |
| 95-th percentile | 39 |
| Maximum | 87 |
| Range | 87 |
| Interquartile range (IQR) | 15 |
Descriptive statistics
| Standard deviation | 11.52720346 |
|---|---|
| Coefficient of variation (CV) | 0.528088494 |
| Kurtosis | -0.4909146533 |
| Mean | 21.82816629 |
| Median Absolute Deviation (MAD) | 7 |
| Skewness | -0.1983633778 |
| Sum | 586501 |
| Variance | 132.8764197 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 25 | 1128 | 4.2% |
| 23 | 1091 | 4.1% |
| 22 | 1075 | 4.0% |
| 26 | 1062 | 4.0% |
| 1 | 1045 | 3.9% |
| 21 | 1038 | 3.9% |
| 24 | 1036 | 3.9% |
| 27 | 1032 | 3.8% |
| 2 | 999 | 3.7% |
| 3 | 936 | 3.5% |
| Other values (58) | 16427 |
| Value | Count | Frequency (%) |
| 0 | 11 | < 0.1% |
| 1 | 1045 | |
| 2 | 999 | |
| 3 | 936 | |
| 4 | 746 | |
| 5 | 600 | |
| 6 | 423 | |
| 7 | 184 | 0.7% |
| 8 | 105 | 0.4% |
| 9 | 98 | 0.4% |
| Value | Count | Frequency (%) |
| 87 | 1 | < 0.1% |
| 74 | 1 | < 0.1% |
| 68 | 1 | < 0.1% |
| 66 | 2 | |
| 63 | 1 | < 0.1% |
| 62 | 2 | |
| 61 | 1 | < 0.1% |
| 60 | 3 | |
| 59 | 1 | < 0.1% |
| 58 | 2 |
total_idsr_calls_past_6months
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONZEROS| Distinct | 62 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.730172318 |
| Minimum | 0 |
|---|---|
| Maximum | 77 |
| Zeros | 14511 |
| Zeros (%) | 54.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 419.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 6 |
| 95-th percentile | 15 |
| Maximum | 77 |
| Range | 77 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 5.863560054 |
|---|---|
| Coefficient of variation (CV) | 1.571927395 |
| Kurtosis | 12.89405558 |
| Mean | 3.730172318 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.691325551 |
| Sum | 100226 |
| Variance | 34.38133651 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 14511 | |
| 5 | 1178 | 4.4% |
| 4 | 1176 | 4.4% |
| 6 | 1120 | 4.2% |
| 7 | 1018 | 3.8% |
| 3 | 1010 | 3.8% |
| 2 | 895 | 3.3% |
| 8 | 881 | 3.3% |
| 9 | 761 | 2.8% |
| 10 | 706 | 2.6% |
| Other values (52) | 3613 | 13.4% |
| Value | Count | Frequency (%) |
| 0 | 14511 | |
| 1 | 582 | 2.2% |
| 2 | 895 | 3.3% |
| 3 | 1010 | 3.8% |
| 4 | 1176 | 4.4% |
| 5 | 1178 | 4.4% |
| 6 | 1120 | 4.2% |
| 7 | 1018 | 3.8% |
| 8 | 881 | 3.3% |
| 9 | 761 | 2.8% |
| Value | Count | Frequency (%) |
| 77 | 1 | < 0.1% |
| 74 | 1 | < 0.1% |
| 72 | 1 | < 0.1% |
| 67 | 1 | < 0.1% |
| 66 | 1 | < 0.1% |
| 64 | 1 | < 0.1% |
| 60 | 2 | < 0.1% |
| 55 | 1 | < 0.1% |
| 54 | 6 | |
| 53 | 1 | < 0.1% |
| Distinct | 202 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.744352227 |
| Minimum | 0 |
|---|---|
| Maximum | 732 |
| Zeros | 9090 |
| Zeros (%) | 33.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 419.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 4 |
| Q3 | 12 |
| 95-th percentile | 37 |
| Maximum | 732 |
| Range | 732 |
| Interquartile range (IQR) | 12 |
Descriptive statistics
| Standard deviation | 20.92357347 |
|---|---|
| Coefficient of variation (CV) | 2.147251349 |
| Kurtosis | 227.1756338 |
| Mean | 9.744352227 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 10.73898966 |
| Sum | 261821 |
| Variance | 437.7959266 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 9090 | |
| 1 | 1431 | 5.3% |
| 2 | 1364 | 5.1% |
| 3 | 1265 | 4.7% |
| 4 | 1143 | 4.3% |
| 5 | 1060 | 3.9% |
| 6 | 992 | 3.7% |
| 7 | 866 | 3.2% |
| 8 | 763 | 2.8% |
| 9 | 738 | 2.7% |
| Other values (192) | 8157 |
| Value | Count | Frequency (%) |
| 0 | 9090 | |
| 1 | 1431 | 5.3% |
| 2 | 1364 | 5.1% |
| 3 | 1265 | 4.7% |
| 4 | 1143 | 4.3% |
| 5 | 1060 | 3.9% |
| 6 | 992 | 3.7% |
| 7 | 866 | 3.2% |
| 8 | 763 | 2.8% |
| 9 | 738 | 2.7% |
| Value | Count | Frequency (%) |
| 732 | 1 | |
| 698 | 1 | |
| 617 | 1 | |
| 608 | 1 | |
| 473 | 1 | |
| 470 | 1 | |
| 444 | 2 | |
| 418 | 1 | |
| 412 | 1 | |
| 360 | 1 |
| Distinct | 156 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.01153746 |
| Minimum | 0 |
|---|---|
| Maximum | 592 |
| Zeros | 24878 |
| Zeros (%) | 92.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 419.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 7 |
| Maximum | 592 |
| Range | 592 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 13.58682349 |
|---|---|
| Coefficient of variation (CV) | 6.754447164 |
| Kurtosis | 445.7167146 |
| Mean | 2.01153746 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 16.64234535 |
| Sum | 54048 |
| Variance | 184.6017725 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 24878 | |
| 2 | 143 | 0.5% |
| 1 | 128 | 0.5% |
| 3 | 108 | 0.4% |
| 4 | 96 | 0.4% |
| 6 | 75 | 0.3% |
| 8 | 69 | 0.3% |
| 10 | 64 | 0.2% |
| 9 | 61 | 0.2% |
| 7 | 58 | 0.2% |
| Other values (146) | 1189 | 4.4% |
| Value | Count | Frequency (%) |
| 0 | 24878 | |
| 1 | 128 | 0.5% |
| 2 | 143 | 0.5% |
| 3 | 108 | 0.4% |
| 4 | 96 | 0.4% |
| 5 | 49 | 0.2% |
| 6 | 75 | 0.3% |
| 7 | 58 | 0.2% |
| 8 | 69 | 0.3% |
| 9 | 61 | 0.2% |
| Value | Count | Frequency (%) |
| 592 | 1 | |
| 542 | 1 | |
| 447 | 1 | |
| 410 | 1 | |
| 357 | 1 | |
| 353 | 1 | |
| 349 | 1 | |
| 342 | 1 | |
| 336 | 1 | |
| 276 | 1 |
median_household_income
Real number (ℝ≥0)
| Distinct | 10052 |
|---|---|
| Distinct (%) | 37.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 60409.18218 |
| Minimum | 0 |
|---|---|
| Maximum | 215338 |
| Zeros | 154 |
| Zeros (%) | 0.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 419.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 32979 |
| Q1 | 44004 |
| median | 55255 |
| Q3 | 72457 |
| 95-th percentile | 103696 |
| Maximum | 215338 |
| Range | 215338 |
| Interquartile range (IQR) | 28453 |
Descriptive statistics
| Standard deviation | 23186.47935 |
|---|---|
| Coefficient of variation (CV) | 0.3838237585 |
| Kurtosis | 2.545257451 |
| Mean | 60409.18218 |
| Median Absolute Deviation (MAD) | 13188 |
| Skewness | 1.160697082 |
| Sum | 1623134316 |
| Variance | 537612824.9 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 154 | 0.6% |
| 48750 | 21 | 0.1% |
| 45224 | 20 | 0.1% |
| 81928 | 19 | 0.1% |
| 56199 | 17 | 0.1% |
| 45983 | 16 | 0.1% |
| 50672 | 16 | 0.1% |
| 63754 | 16 | 0.1% |
| 126425 | 15 | 0.1% |
| 90256 | 15 | 0.1% |
| Other values (10042) | 26560 |
| Value | Count | Frequency (%) |
| 0 | 154 | |
| 9106 | 1 | < 0.1% |
| 16521 | 2 | < 0.1% |
| 16528 | 1 | < 0.1% |
| 16615 | 1 | < 0.1% |
| 16631 | 1 | < 0.1% |
| 17253 | 1 | < 0.1% |
| 17348 | 1 | < 0.1% |
| 18117 | 2 | < 0.1% |
| 18264 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 215338 | 1 | < 0.1% |
| 214219 | 3 | |
| 207262 | 1 | < 0.1% |
| 205688 | 2 | < 0.1% |
| 196637 | 2 | < 0.1% |
| 196361 | 1 | < 0.1% |
| 192891 | 1 | < 0.1% |
| 192648 | 5 | |
| 192563 | 1 | < 0.1% |
| 182292 | 1 | < 0.1% |
population
Real number (ℝ≥0)
| Distinct | 9886 |
|---|---|
| Distinct (%) | 36.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 27700.47698 |
| Minimum | 0 |
|---|---|
| Maximum | 113916 |
| Zeros | 78 |
| Zeros (%) | 0.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 419.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 4415.8 |
| Q1 | 15062 |
| median | 26069 |
| Q3 | 37946 |
| 95-th percentile | 57741 |
| Maximum | 113916 |
| Range | 113916 |
| Interquartile range (IQR) | 22884 |
Descriptive statistics
| Standard deviation | 16596.5851 |
|---|---|
| Coefficient of variation (CV) | 0.5991443799 |
| Kurtosis | 0.6204150738 |
| Mean | 27700.47698 |
| Median Absolute Deviation (MAD) | 11420 |
| Skewness | 0.7218803381 |
| Sum | 744284116 |
| Variance | 275446637.1 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 78 | 0.3% |
| 65099 | 19 | 0.1% |
| 25356 | 17 | 0.1% |
| 48419 | 16 | 0.1% |
| 61600 | 15 | 0.1% |
| 43414 | 15 | 0.1% |
| 52003 | 15 | 0.1% |
| 36693 | 15 | 0.1% |
| 41875 | 15 | 0.1% |
| 71580 | 14 | 0.1% |
| Other values (9876) | 26650 |
| Value | Count | Frequency (%) |
| 0 | 78 | |
| 39 | 2 | < 0.1% |
| 54 | 1 | < 0.1% |
| 67 | 1 | < 0.1% |
| 86 | 2 | < 0.1% |
| 110 | 1 | < 0.1% |
| 111 | 1 | < 0.1% |
| 117 | 1 | < 0.1% |
| 118 | 1 | < 0.1% |
| 119 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 113916 | 1 | < 0.1% |
| 111086 | 9 | |
| 105549 | 4 | |
| 103689 | 1 | < 0.1% |
| 100820 | 1 | < 0.1% |
| 99598 | 1 | < 0.1% |
| 98592 | 2 | < 0.1% |
| 95397 | 2 | < 0.1% |
| 95137 | 3 | < 0.1% |
| 94600 | 3 | < 0.1% |
zts_market_share
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONZEROS| Distinct | 42 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.158302493 |
| Minimum | 0 |
|---|---|
| Maximum | 0.292298 |
| Zeros | 6876 |
| Zeros (%) | 25.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 419.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0.199555 |
| Q3 | 0.226053 |
| 95-th percentile | 0.269781 |
| Maximum | 0.292298 |
| Range | 0.292298 |
| Interquartile range (IQR) | 0.226053 |
Descriptive statistics
| Standard deviation | 0.09727795129 |
|---|---|
| Coefficient of variation (CV) | 0.6145067549 |
| Kurtosis | -0.9153542072 |
| Mean | 0.158302493 |
| Median Absolute Deviation (MAD) | 0.033385 |
| Skewness | -0.8136282883 |
| Sum | 4253.429685 |
| Variance | 0.009462999806 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=42)
| Value | Count | Frequency (%) |
| 0 | 6876 | |
| 0.221258 | 597 | 2.2% |
| 0.2505 | 580 | 2.2% |
| 0.234877 | 577 | 2.1% |
| 0.226053 | 563 | 2.1% |
| 0.181584 | 539 | 2.0% |
| 0.183599 | 523 | 1.9% |
| 0.249726 | 523 | 1.9% |
| 0.186959 | 518 | 1.9% |
| 0.231161 | 515 | 1.9% |
| Other values (32) | 15058 |
| Value | Count | Frequency (%) |
| 0 | 6876 | |
| 0.144832 | 505 | 1.9% |
| 0.16123 | 511 | 1.9% |
| 0.16617 | 492 | 1.8% |
| 0.166951 | 489 | 1.8% |
| 0.169166 | 472 | 1.8% |
| 0.175084 | 460 | 1.7% |
| 0.178251 | 489 | 1.8% |
| 0.181584 | 539 | 2.0% |
| 0.183599 | 523 | 1.9% |
| Value | Count | Frequency (%) |
| 0.292298 | 488 | |
| 0.285037 | 490 | |
| 0.269781 | 449 | |
| 0.269393 | 397 | |
| 0.2505 | 580 | |
| 0.249726 | 523 | |
| 0.248673 | 492 | |
| 0.240121 | 397 | |
| 0.235508 | 514 | |
| 0.234877 | 577 |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here. A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.
First rows
| convert_flag | petcareregion | corp_flag | tbm_present_flag | sam_present_flag | idsr_present_flag | narc_segment | is_urban | calls_ratio | Cytopoint_calls | Apoquel_calls | derm_ratio | last12monthstotalsales | last12monthsproductuse | total_idsr_calls_past_6months | total_tbm_calls_past_6months | total_sam_calls_past_6months | median_household_income | population | zts_market_share | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | NORTHEAST (Region) | 1 | 1 | 0 | 1 | 4.0 | True | 0.500000 | 9.0 | 9.0 | 0.679953 | 115450.709832 | 26 | 5 | 28 | 0 | 90873 | 52388 | 0.199555 |
| 1 | 0 | WEST (Region) | 0 | 1 | 0 | 1 | 4.0 | True | 0.000000 | 0.0 | 5.0 | 0.643926 | 121713.849999 | 22 | 13 | 7 | 0 | 78414 | 36557 | 0.212146 |
| 2 | 0 | CENTRAL (Region) | 0 | 1 | 0 | 1 | 4.0 | True | 0.000000 | 0.0 | 1.0 | 0.477405 | 53129.020037 | 19 | 0 | 0 | 0 | 66739 | 26387 | 0.222745 |
| 3 | 0 | NORTHEAST (Region) | 1 | 1 | 0 | 1 | 4.0 | True | 0.500000 | 1.0 | 1.0 | 0.543545 | 899199.280449 | 37 | 0 | 45 | 0 | 97395 | 26342 | 0.186379 |
| 4 | 0 | SOUTHEAST (Region) | 0 | 1 | 0 | 0 | 3.0 | False | 0.500000 | 1.0 | 1.0 | 0.430778 | 101459.320273 | 20 | 0 | 2 | 0 | 36276 | 22293 | 0.183599 |
| 5 | 0 | NORTHEAST (Region) | 1 | 1 | 0 | 1 | 4.0 | True | 0.250000 | 1.0 | 3.0 | 0.333111 | 311422.869573 | 34 | 1 | 14 | 0 | 102140 | 55066 | 0.175084 |
| 6 | 0 | SOUTHEAST (Region) | 1 | 1 | 0 | 1 | 3.0 | True | 0.500000 | 2.0 | 2.0 | 0.846184 | 59045.179878 | 17 | 10 | 12 | 0 | 48544 | 47552 | 0.181584 |
| 7 | 0 | NORTHEAST (Region) | 1 | 1 | 0 | 0 | 4.0 | True | NaN | NaN | NaN | 0.493995 | 23601.119991 | 17 | 0 | 0 | 0 | 75335 | 28606 | 0.186379 |
| 8 | 0 | WEST (Region) | 0 | 1 | 0 | 0 | 2.0 | True | 0.400000 | 4.0 | 6.0 | 0.615064 | 60757.100004 | 20 | 0 | 43 | 0 | 65481 | 20388 | 0.221859 |
| 9 | 1 | SOUTHEAST (Region) | 0 | 1 | 0 | 1 | 4.0 | True | 0.272727 | 3.0 | 8.0 | 0.139337 | 80783.260045 | 22 | 17 | 12 | 0 | 40578 | 18617 | 0.181584 |
Last rows
| convert_flag | petcareregion | corp_flag | tbm_present_flag | sam_present_flag | idsr_present_flag | narc_segment | is_urban | calls_ratio | Cytopoint_calls | Apoquel_calls | derm_ratio | last12monthstotalsales | last12monthsproductuse | total_idsr_calls_past_6months | total_tbm_calls_past_6months | total_sam_calls_past_6months | median_household_income | population | zts_market_share | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 26859 | 1 | NaN | 0 | 0 | 0 | 0 | NaN | False | NaN | NaN | NaN | 0.0 | 148.970001 | 1 | 0 | 0 | 0 | 35568 | 15383 | 0.0 |
| 26860 | 1 | NaN | 0 | 0 | 0 | 0 | NaN | False | NaN | NaN | NaN | 0.0 | 148.970001 | 1 | 0 | 0 | 0 | 30955 | 10801 | 0.0 |
| 26861 | 1 | NaN | 0 | 0 | 0 | 0 | NaN | False | NaN | NaN | NaN | 0.0 | 148.970001 | 1 | 0 | 0 | 0 | 32921 | 7683 | 0.0 |
| 26862 | 1 | NaN | 0 | 0 | 0 | 0 | NaN | False | NaN | NaN | NaN | 0.0 | 337.940002 | 2 | 0 | 0 | 0 | 64342 | 35427 | 0.0 |
| 26863 | 1 | NaN | 0 | 0 | 0 | 0 | NaN | False | NaN | NaN | NaN | 0.0 | 297.940002 | 1 | 0 | 0 | 0 | 51875 | 14423 | 0.0 |
| 26864 | 1 | NaN | 0 | 0 | 0 | 0 | NaN | False | NaN | NaN | NaN | 0.0 | 455.820007 | 1 | 0 | 0 | 0 | 35840 | 11317 | 0.0 |
| 26865 | 1 | NaN | 0 | 0 | 0 | 0 | NaN | False | NaN | NaN | NaN | 0.0 | 157.880005 | 1 | 0 | 0 | 0 | 41671 | 15014 | 0.0 |
| 26866 | 1 | NaN | 0 | 0 | 0 | 0 | NaN | False | NaN | NaN | NaN | 0.0 | 0.000000 | 0 | 0 | 0 | 0 | 38920 | 33800 | 0.0 |
| 26867 | 1 | NaN | 0 | 0 | 0 | 0 | NaN | False | NaN | NaN | NaN | 0.0 | 148.970001 | 1 | 0 | 0 | 0 | 37818 | 40356 | 0.0 |
| 26868 | 1 | NaN | 0 | 0 | 0 | 0 | NaN | False | NaN | NaN | NaN | 0.0 | 306.850006 | 1 | 0 | 0 | 0 | 36201 | 25560 | 0.0 |